Fair Queuing is a scheduling algorithm used in computer networks to ensure equitable bandwidth distribution among multiple data flows, preventing any single flow from monopolizing the network resources. It achieves this by simulating a separate queue for each flow and serving them in a round-robin fashion, thus providing equal opportunity for all flows to transmit data.